{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.spatial.distance import pdist\n",
    "\n",
    "from IPython.display import Image\n",
    "from matplotlib.image import imread\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !wget http://cs229.stanford.edu/ps/ps3/mandrill-small.tiff\n",
    "# !wget http://cs229.stanford.edu/ps/ps3/mandrill-large.tiff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_large = imread('./mandrill-large.tiff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x6133a8550>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(im_large)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 512, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im_large.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im_large.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_small = imread('./mandrill-small.tiff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x613641e10>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(im_small)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im_small.dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = im_small.reshape(-1, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16384, 3)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_clusters = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16384, 3)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implement K-means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kmean(X, num_clusters=16):\n",
    "    X = X.astype(np.float32)\n",
    "    # pikcing random data points from the data as the initial centroids to aovid empty cluster\n",
    "    _idxes = np.random.choice(np.arange(X.shape[0]), size=num_clusters, replace=False)\n",
    "    centroids = X[_idxes]\n",
    "\n",
    "    err_history = []\n",
    "    err = 1e6\n",
    "    while err > 1:\n",
    "        dists_list = []\n",
    "        for c in centroids:\n",
    "            ds = np.sqrt(np.sum((X - c) ** 2, axis=1))\n",
    "            dists_list.append(ds)\n",
    "\n",
    "        assign = np.stack(dists_list).argmin(axis=0)\n",
    "\n",
    "        # new centroids\n",
    "        nc_list = []\n",
    "        for k in range(num_clusters):\n",
    "            idxes = X[np.where(assign == k)[0]]\n",
    "            nc_list.append(X[np.where(assign == k)[0]].mean(axis=0))\n",
    "\n",
    "        nc = np.stack(nc_list)\n",
    "        err = np.sum(np.abs(nc - centroids))\n",
    "        err_history.append(err)    \n",
    "        centroids = nc\n",
    "    return centroids, assign, err_history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "centroids, _, err_history = kmean(X, 16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'error')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gr6eV7ftGml2GmdmC4oAAVnS3sXNojErVs6nNzCY5IEhaEJVqsGvI3UxmZpMcECQtCIBt+xwQZmaTHBDAip7JgPA4hJnZJAcESRcTwPYBB4SZ2aSGBYSkL0vaJenRmm1LJN0n6an06+J0uyR9TtIWSY9IuqhRddXT1Vqko6XgLiYzsxqNbEHcAVw1ZdtHgPsj4kzg/vQxwFuBM9PbDcCtDayrrr7uVrcgzMxqNCwgIuJfgD1TNl8NrE/vrweuqdn+1Uj8GOiR1Neo2urp62ljuyfLmZkdNN9jEMsjYjtA+nVZun0l8ELNflvTbfNmRXerB6nNzGoslEFq1dlWd9aapBskbZC0ob+//7gVsKKnjZeGxxnztanNzID5D4idk11H6ddd6fatwOqa/VYB2+q9QUTcFhHrImJdb2/vcSusrzs5k8lrMpmZJeY7IO4Grk/vXw98q2b7e9KzmS4FBia7oubLobkQDggzM4BCo95Y0t8ClwNLJW0FPgZ8ErhT0vuA54F3prvfA7wN2AIcAN7bqLpmMtmC8JlMZmaJhgVERFw3w1NX1tk3gBsbVctc9HV7NrWZWa2FMkjddG2lPIvbi2zzGISZGeCAOMyKnjZfF8LMLOWAqNHX7clyZmaTHBA1VvR4spyZ2SQHRI2+7jYGR8sMj5WbXYqZWdM5IGqsmFz2260IMzMHRK2Dp7p6HMLMzAFRyy0IM7NDHBA1lne1IrkFYWYGDojDFPM5lnW2uAVhZoYDYpq+7ja2eT0mMzMHxFQrelrZ7hVdzcwcEFNNtiCS9QPNzLLLATHFyp42Rieq7Boaa3YpZmZN5YCY4pLTlwDw/SeP3+VMzcxORA6IKc5f0UVfdyv3b97Z7FLMzJrKATGFJK48dxn/8uRLjE5Uml2OmVnTNCUgJD0n6eeSNkrakG5bIuk+SU+lXxc3ozaAK89dzshEhR89s7tZJZiZNV0zWxBvioi1EbEuffwR4P6IOBO4P33cFJe98hW0l/LuZjKzTFtIXUxXA+vT++uBa5pVSGsxz+vPXMr9m3f5dFczy6xmBUQA35b0sKQb0m3LI2I7QPp1WZNqA5Jupu0Do2zaNtjMMszMmqbQpO/7uojYJmkZcJ+kx+f6wjRQbgA49dRTG1UfV5yzDAnu37yLV63sbtj3MTNbqJrSgoiIbenXXcA/AJcAOyX1AaRfd83w2tsiYl1ErOvt7W1YjUs7WrhwdQ/3P+5xCDPLpnkPCEmLJHVO3gd+HXgUuBu4Pt3teuBb813bVFeeu5xHtg6wc9BrM5lZ9jSjBbEceEDSz4CHgP8dEf8MfBL4NUlPAb+WPm6qN5+7HIBvP+ZWhJllz7yPQUTEM8AFdbbvBq6c73pmc9byDn55ZTc33/ckbzlvOcu6WptdkpnZvFlIp7kuOJK4+Xcu4MB4mT+682dUqz7l1cyywwFxBL+0rJOP/cb5PLDlJb74g2eaXY6Z2bxxQMzBtRev5qrzT+Gv7n2CR7bua3Y5ZmbzwgExB5L45G//Mr2dLfy7r/2ER18caHZJZmYN54CYo572Ere++1cYL1e55vM/5Jb7n6JcqTa7LDOzhnFAHIW1q3v49h++gbf+ch+fue9J3vGFH7k1YWYnLQfEUeppL3HLdRdyy3UX8tzu/bz9lgd4//oNDgozO+k0ay2mE95vXLCCN5zVyx0/fI7bH3iGt9+ykzed3ct7LlvDG87qJZ9Ts0s0MzsmOpGXs163bl1s2LCh2WUwODrB+h8+x/of/YKXhsdYtbiNay9eTW9nCyPjFUYmquwfKzMwMsHg6AQj4xUuXrOEXz9/Oae9YlGzyzezjJH0cM21eGbezwFx/IyXq9y7aQf/88e/4MFn9xz2XD4nuloLdLUVyUk8+9J+AM5e3slvrl3Bu19zGt3txWaUbWYZ44Bosp2Do5SrQVsxT3spT0shh3So2+mFPQf49mM7uffRHTz03B7aS3muvfhUrn/taXS3FRkvVxkrV6lUg2oE1UhCpq+7ldZivok/mZmd6BwQJ5DHtg3yxR88wz/+bBvlOSzncUpXK6cuaeesUzpYu3oxa1d388qlHeQ87mFmc+CAOAG9uG+Eex/dAUCpkKNUyFHMi5yEJMbLVV7cO8Lzew7w/J79bN4+xPBYGYCOlgLnnNLJuX1dnNvXxarFbSxZVGJpRwuv6ChRzPuENTNLOCAyoFINnukfZuML+/j5iwNs3j54WGhMKubF2ad08qoV3Zy/oovlXa10txXpbi/SVswzUQkq1WC8XKV/eJQdA2PsGByls6XAG87q5azlHYd1j5nZic0BkVERwda9I+wcHOWl4XH27B/n+T0H2LRtgEdfHGDvgYk5vY8Ekx+Nvu5WXnvGUnraixTyopjLsWRRiTOWdXBG7yJWdLe5e8vsBDLXgPA8iJOMJFYvaWf1kvZpz0UEOwZH2T08zsDIBAMjySm3hbwo5nMUcmJpZwundLXS29nCS8NjfP+Jfr73RD/fe2IXIxMVytWgXKlSO1TSVsxz9imdnLci6d46a1kHpy9dRG9nS8NaHhHB/vEKAyMTRASSyCk5k2xotMzwWJmR8QrFfI6WYo6WQo7Vi9tZvKj0sr7fzsFRHv7FXrbtG2FZVyvLO1tY3tXKKT5pwE5ibkHYUYsIdu8f5+ldwzzdv58ndw7x+I5BHts2yODooe6tRaU8a5YuYvXidlYvaWP1knY6WwsUcsnYSiGXo1jIUcrnKBXERCUYmagwNlFhrFxlopKE0XilyrZ9o7yw5wDP7znAjsFR9h0YZ6Jy9J/dM5d1cPHpS7hgVTeFXI5qBBHQVsqzZFGJJYtK5HPi6V3DPLlzmCd3DrHxhX28uG9kxvdc2lFiRU9bcuLA8k7OWt7BLy3rpLutSGsxR1sxT8FjQLaAuIvJ5l1EsG1glKd3DfPc7v0807+f53bv54U9B9i6d4Sx8stf3LCYVxo07fR1t9LTXmJxe5HutiK5nIj0F30hn6OztUBnS4G2Up5yNRidqDA6UeXJnUM89OweHv7F3mnjNPVIsGpxG69e2cNFpy3mV05bzGlL2tm9f4ydg2PsGBhl274RXkxvyc9aP0g6WgqsWpyEyIqeNkqFHAIQLF3Uwvkruzi/r/uY5sJUqsHQaNIy7O1sob3kDgKr74QNCElXAX8N5IEvRcSM16Z2QJw4qtXgpeEx9o9XqFSrlKvBRDkYrxxqLRTzorWYp62YT87gyuUo5EUhL16xqOW4LV9SqQZb9x4ASM8QgwPjFfbsH2fv/nHGK1XO6O3gjN4O2kpH1310YLzMll3DPN0/zPBomdGJKiMTyXtPtoC2D4xSrlaJgCDpFpu0ojvp3lu8qMTi9qQ1M1auMjZRoVINWkt52ot52kp5hkfL7BwaZefgGP1DYwyOTlD733n1kjbOXt7Jip42KtXkRISJShKYB8bLHBivEJCcsNBWpKOlwHilyoGxMvvHK1SrQWsxn3bR5VlUSub0tLcU6Gkrsqyrhd6OVpZ2lmgvFWgtJq3BsXKVvQfG2T08zlDaopRA6bEvV4NytUo+l2N5Vwt9XW10tRWOqTtyolKlf2iMfE70drR4TOwITsiAkJQHngR+DdgK/CtwXUQ8Vm9/B4SdDF4aHmPTtkE2bRvgqZ3D7N4/zr4DyQkG1WrQUkwmWuak9Jd78gu+s7XI8q5kLGRpRxIqPW1FOlsL7BgY5YmdQzy1c5idQ6MUciKfE3mJtlKe9lLhYPgNpuNRw6NlWoo5FrUUaC8VyImDra+x8uT3rcz6s+QEL+fKvJNdcflcMhZWKuRoL+XTWvKU8jnyuWSsrFINDkxUGBkvMzxWoX9olN37xw+GYzEvTulupa+rjUUtSZi2FZPW1Fi5wni5ykS6VP/kHwgtxSQAF7UU6Got0tvZQm9nC0s7WuhuKxw8Ji2FJAAn36OYz9FWytNayB3WjRgRDKfL6+w7MMGB8Up6LCsH/xia/HetVJN994+VGStX6Wgp0N1WpKutSEdL/uAfTYtaCtMm3L5cJ+og9SXAloh4BkDS14GrgboBYXYyWNrRwhvP6uWNZ/U2u5QjikjGifYemGDXYNJ62b1/jJHxpCU4Ml6htZhjyaIWliwq0dVaSJoOaWspnxOFnCjkc0xUquwYGGXn4Cg7BkaTlQMiqFTisEAaGi1TrlYpV4KJSpWclLRkSgVW9hRZu7qb5V2tLOtspRrBi/tG2LZvhB0DyZl8IxMVRtJgazk4vyj5ZR4E1SqMlivsHyuzf6wyp+7HeiZbSfDyQnIuinnR1Zr8EfDuS0/j/a9/ZWO+UWqhBcRK4IWax1uB19TuIOkG4AaAU089df4qMzMk0V4qpL+c25pdTkOUK1X27B9n19AY/cNjDI2W0/AoM16pUsonZ8UV05Cb7EacqLmAmICO1kJN911ywkJr2n06uZTO2ESFfE4sainQ0VKgVMgxPFY+2Ko7MF5JF/yssH+8zNBomaHRCQZHyiztaGn4sVhoAVGv7XRYFkfEbcBtkHQxzUdRZpYdhXyOZV2tLOtqbXYpTbfQzr3bCqyuebwK2NakWszMMm2hBcS/AmdKOl1SCbgWuLvJNZmZZdKC6mKKiLKkDwL3kpzm+uWI2NTksszMMmlBBQRARNwD3NPsOszMsm6hdTGZmdkC4YAwM7O6HBBmZlaXA8LMzOpaUGsxHS1J/cAvXubLlwIvHcdyThY+LtP5mEznYzLdiXRMTouII67tckIHxLGQtGEui1VljY/LdD4m0/mYTHcyHhN3MZmZWV0OCDMzqyvLAXFbswtYoHxcpvMxmc7HZLqT7phkdgzCzMxml+UWhJmZzSKTASHpKklPSNoi6SPNrqcZJK2W9F1JmyVtkvShdPsSSfdJeir9urjZtc43SXlJP5X0T+nj0yU9mB6Tb6QrDWeGpB5Jd0l6PP28XJb1z4mkP0z/3zwq6W8ltZ6Mn5PMBUR63evPA28FzgOuk3Rec6tqijLwxxFxLnApcGN6HD4C3B8RZwL3p4+z5kPA5prHnwJuTo/JXuB9Tamqef4a+OeIOAe4gOTYZPZzImkl8B+AdRHxKpKVp6/lJPycZC4gqLnudUSMA5PXvc6UiNgeET9J7w+R/KdfSXIs1qe7rQeuaU6FzSFpFfBvgC+ljwVcAdyV7pKpYyKpC3gDcDtARIxHxD4y/jkhWQm7TVIBaAe2cxJ+TrIYEPWue72ySbUsCJLWABcCDwLLI2I7JCECLGteZU3x34A/AyYvMPwKYF9ETF7JPmufl1cC/cBX0m63L0laRIY/JxHxIvBp4HmSYBgAHuYk/JxkMSCOeN3rLJHUAfw98OGIGGx2Pc0k6e3Aroh4uHZznV2z9HkpABcBt0bEhcB+MtSdVE863nI1cDqwAlhE0mU91Qn/OcliQPi61ylJRZJw+FpEfDPdvFNSX/p8H7CrWfU1weuA35T0HEnX4xUkLYqetCsBsvd52QpsjYgH08d3kQRGlj8nbwaejYj+iJgAvgm8lpPwc5LFgPB1rznYt347sDkiPlvz1N3A9en964FvzXdtzRIRH42IVRGxhuRz8Z2IeBfwXeAd6W5ZOyY7gBcknZ1uuhJ4jAx/Tki6li6V1J7+P5o8Jifd5ySTE+UkvY3kL8PJ617f1OSS5p2kXwV+APycQ/3tf0EyDnEncCrJf4R3RsSephTZRJIuB/4kIt4u6ZUkLYolwE+Bd0fEWDPrm0+S1pIM2peAZ4D3kvxxmdnPiaRPAL9DcjbgT4H3k4w5nFSfk0wGhJmZHVkWu5jMzGwOHBBmZlaXA8LMzOpyQJiZWV0OCDMzq8sBYZki6b9KulzSNTOt5CvpA5Lek97/PUkrjuP3v1zSa+t9L7OFxgFhWfMakrkebySZBzJNRHwhIr6aPvw9kuUU5qxmNm09l5PMuq33vcwWFM+DsEyQ9FfAW0jWz3kaOAN4FrgrIv5yyr4fB4aB54A7gBeBEeAykiXiPwt0AC8BvxcR2yV9D/h/JMt13A08Cfwnksllu4F3AW3Aj4EKyQJ4/55kFu5wRHw6nZD2BZLVQZ8Gfj8i9qbv/SDwJqAHeF9E/EDS+cBX0u+RA347Ip46TofMzC0Iy4aI+FOS2a53ABcDj0TEq6eGw5TX3AVsAN4VEWuowvSSAAAB0UlEQVRJZs3eArwjIn4F+DJQOwu/JyLeGBGfAR4ALk0XuPs68GcR8RxJANwcEWsjYmoL5qvAn0fEq0lmuH+s5rlCRFwCfLhm+weAv05rW0eybpLZcTNbU9jsZHMhsBE4h2TtnKN1NvAq4L5kCR7yJMs9T/pGzf1VwDfShexKJK2VGUnqJgmY76eb1gN/V7PL5GKKDwNr0vs/Av5jeg2Lb7r1YMebA8JOemnXzR0kv7RfIunCkaSNwGURMTLXtwI2RcRlMzy/v+b+LcBnI+LudF2nj7+M0mtNrulTIf1/GxH/S9KDJBc4ulfS+yPiO8f4fcwOcheTnfQiYmPaDfMkyRjCd4C3pN08RwqHIaAzvf8E0CvpMkiWS0/HAerpJhm7gEOrnk59v9oaB4C9kl6fbvpd4PtT96uVLiL4TER8jmTc49VH+FnMjooDwjJBUi+wNyKqwDkRMdcupjuAL6StjTzJcs6fkvQzku6q187wuo8DfyfpByStlkn/CPyWpI01YTDpeuCvJD0CrAVmHB9J/Q7waFrbOSRjGGbHjc9iMjOzutyCMDOzuhwQZmZWlwPCzMzqckCYmVldDggzM6vLAWFmZnU5IMzMrC4HhJmZ1fX/AU56gVoBGrB9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(err_history)\n",
    "plt.xlabel('# iterations')\n",
    "plt.ylabel('error')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "dists_list = []\n",
    "dim = im_large.shape[0]\n",
    "X_large = im_large.reshape(-1, 3)\n",
    "for c in centroids:\n",
    "    ds = np.sqrt(np.sum((X_large - c) ** 2, axis=1))\n",
    "    dists_list.append(ds)\n",
    "assign = np.stack(dists_list).argmin(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(262144,)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assign.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "compressed = np.zeros_like(X_large)\n",
    "for k in range(num_clusters):\n",
    "    idxes = np.where(assign == k)[0]\n",
    "    compressed[idxes] = centroids[k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'original large compressed to 16 colors')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n",
    "ax0, ax1, ax2 = axes.ravel()\n",
    "\n",
    "ax0.imshow(im_large)\n",
    "ax0.set_title('original large')\n",
    "ax1.imshow(im_small)\n",
    "ax1.set_title('original small')\n",
    "ax2.imshow(compressed.reshape(dim, dim, 3))\n",
    "ax2.set_title('original large compressed to 16 colors')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The clustered one looks worse than the original large version, but better/sharper than the small version of the picture even with just 16 colors!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(262144, 3)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_large.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of colors used for each version of the picture:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.14.2'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(230427, 3)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# original large\n",
    "# np.unique(X_large, axis=0).shape: np.unique is not added untill numpy 1.13.0\n",
    "# https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.unique.html\n",
    "pd.DataFrame(X_large).drop_duplicates().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16057, 3)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# original small\n",
    "pd.DataFrame(X).drop_duplicates().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16, 3)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compressed large\n",
    "pd.DataFrame(compressed).drop_duplicates().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So compared to the original large picture, the compression factor is on the order of magnitude of 1.4e4 (230427 / 16.), impressive!"
   ]
  }
 ],
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